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Code pre-trained models (CodePTMs) have recently demonstrated significant success in code intelligence. To interpret these models, some probing methods have been applied. However, these methods fail to consider the inherent characteristics…

Software Engineering · Computer Science 2022-12-13 Nuo Chen , Qiushi Sun , Renyu Zhu , Xiang Li , Xuesong Lu , Ming Gao

Programming languages are emerging as a challenging and interesting domain for machine learning. A core task, which has received significant attention in recent years, is building generative models of source code. However, to our knowledge,…

Machine Learning · Computer Science 2019-04-08 Rui Zhao , David Bieber , Kevin Swersky , Daniel Tarlow

The focus of these lecture notes is on abstract models and basic ideas and results that relate to the operational semantics of programming languages largely conceived. The approach is to start with an abstract description of the computation…

Programming Languages · Computer Science 2025-10-15 Roberto M. Amadio

The advent of instruction-tuned Large Language Models designed for coding tasks (Code LLMs) has transformed software engineering practices. However, their robustness against various input challenges remains a critical concern. This study…

Software Engineering · Computer Science 2024-12-02 Md Imran Hossen , Xiali Hei

Teaching agile software development by pairing lectures with hands-on projects has become the norm. This approach poses the problem of grading and evaluating practical project work as well as process conformance during development. Yet, few…

Software Engineering · Computer Science 2018-09-05 Christoph Matthies , Thomas Kowark , Matthias Uflacker , Hasso Plattner

Large language model (LLM) coding agents can generate working code, but their solutions often accumulate complexity, duplication, and architectural debt. Human developers address such issues through refactoring: behavior-preserving program…

Software Engineering · Computer Science 2026-03-05 Alex Thillen , Niels Mündler , Veselin Raychev , Martin Vechev

For a general standardized testing algorithm designed to evaluate a specific aspect of a robot's performance, several key expectations are commonly imposed. Beyond accuracy (i.e., closeness to a typically unknown ground-truth reference) and…

Robotics · Computer Science 2025-12-22 Bowen Weng , Linda Capito , Guillermo A. Castillo , Dylan Khor

The costly human effort required to prepare the training data of machine learning (ML) models hinders their practical development and usage in software engineering (ML4Code), especially for those with limited budgets. Therefore, efficiently…

Software Engineering · Computer Science 2023-06-05 Qiang Hu , Yuejun Guo , Xiaofei Xie , Maxime Cordy , Lei Ma , Mike Papadakis , Yves Le Traon

Increasing code velocity is a common goal for a variety of software projects. The efficiency of the code review process significantly impacts how fast the code gets merged into the final product and reaches the customers. We conducted a…

Software Engineering · Computer Science 2023-11-07 Gunnar Kudrjavets , Ayushi Rastogi

Scientific code is not production software. Scientific code participates in the evaluation of a scientific hypothesis. This imposes specific constraints on the code that are often overlooked in practice. We articulate, with a small example,…

General Literature · Computer Science 2019-04-25 Fabien Benureau , Nicolas Rougier

Object-Oriented programming is frequently challenging for undergraduate Computer Science students, particularly in understanding abstract concepts such as encapsulation, inheritance, and polymorphism. Although the literature outlines…

Software Engineering · Computer Science 2025-07-24 Andre Menolli , Bruno Strik

Users of program analyses expect that results change predictably in response to changes in their programs, but many analyses fail to provide such robustness. This paper introduces a theoretical framework that provides a unified language to…

Programming Languages · Computer Science 2026-04-14 Zachary Kincaid , Shaowei Zhu

Code naturalness, which captures repetitiveness and predictability in programming languages, has proven valuable for various code-related tasks in software engineering. However, precisely measuring code naturalness remains a fundamental…

Software Engineering · Computer Science 2024-09-04 Chen Yang , Junjie Chen , Jiajun Jiang , Yuliang Huang

Code Sensitivity refers to the ability of Code LLMs to recognize and respond to details changes in problem descriptions. While current code benchmarks and instruction data focus on difficulty and diversity, sensitivity is overlooked. We…

Computation and Language · Computer Science 2025-05-21 Xianzhen Luo , Qingfu Zhu , Zhiming Zhang , Mingzheng Xu , Tianhao Cheng , Yixuan Wang , Zheng Chu , Shijie Xuyang , Zhiyuan Ma , YuanTao Fan , Wanxiang Che

Code optimization is the process of enhancing code efficiency, while preserving its intended functionality. This process often requires a deep understanding of the code execution behavior at run-time to identify and address inefficiencies…

Software Engineering · Computer Science 2026-04-02 Federico Di Menna , Luca Traini , Gabriele Bavota , Vittorio Cortellessa

Many variability management techniques rely on sophisticated language extension or tools to support it. While this can provide dedicated syntax and operational mechanism but it struggling practical adaptation for the cost of adapting new…

Programming Languages · Computer Science 2021-09-15 Hiun Kim

Information Retrieval (IR) systems are exposed to constant changes in most components. Documents are created, updated, or deleted, the information needs are changing, and even relevance might not be static. While it is generally expected…

Information Retrieval · Computer Science 2024-09-10 Jüri Keller , Timo Breuer , Philipp Schaer

Language Models are increasingly applied in software engineering, yet their inference raises growing environmental concerns. Prior work has examined hardware choices and prompt length, but little attention has been paid to linguistic…

Software Engineering · Computer Science 2025-09-29 Vincenzo De Martino , Mohammad Amin Zadenoori , Xavier Franch , Alessio Ferrari

In this work, we show a methodology aimed to improve the quality of the assessment process for subjects related to basic programming. The method takes into account the relevance of the items and the students answers to follow different…

Computers and Society · Computer Science 2014-03-07 P. Molins-Ruano , C. González-Sacristán , F. Díez , P. Rodriguez , G. M. Sacha

While code large language models have demonstrated remarkable progress in code generation, the generated code often exhibits poor runtime efficiency, limiting its practical application in performance-sensitive scenarios. To address this…

Software Engineering · Computer Science 2025-08-29 Yunlong Feng , Yang Xu , Xiao Xu , Binyuan Hui , Junyang Lin